While the application of artificial intelligence (Ai) to 5G networks has raised strong interest, standard solutions to bring Ai into 5G systems are still in their infancy and have a long way to go before they can be used to build an operational system. in this article, we contribute to bridging the gap between standards and a working solution by defining a framework that brings together the relevant standard specifications and complements them with additional building blocks. We populate this framework with concrete Ai-based algorithms that serve different purposes toward developing a fully operational system. We evaluate the performance resulting from applying our framework to control, management, and orchestration functions, showing the benefits that Ai can bring to 5G systems.

中文翻译：

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5G中基于AI的自主控制，管理和协调：从标准到算法

虽然人工智能（Ai）在5G网络中的应用引起了人们的浓厚兴趣，但将Ai引入5G系统的标准解决方案仍处于起步阶段，并且在用于构建操作系统之前还有很长的路要走。在本文中，我们通过定义一个框架来弥合标准与可行解决方案之间的差距，该框架将相关的标准规范汇总在一起，并通过附加的构建块对其进行补充。我们使用基于Ai的具体算法填充此框架，这些算法可为开发完整的操作系统提供不同的目的。我们评估了将我们的框架应用于控制，管理和协调功能所产生的性能，从而显示了Ai可以为5G系统带来的好处。